Concepedia

Large Margin Metric Learning

Large Margin Metric Learning is a metric learning framework that belongs to the class of supervised distance metric learning methods, distinguished by its incorporation of a large-margin criterion to maximize the separation between inter-class distances while minimizing intra-class distances in the learned embedding space.

122

Publications

17.1K

Citations

386

Authors

162

Institutions

Publications per year

2017–2026

57

Variants

Lmml

Parents

Publications

122

Distance Metric Learning for Large Margin Nearest Neighbor Classification

Kilian Q. Weinberger, Lawrence K. Saul · Journal of Machine Learning Research · 2009 · 4.3K citations

, , +16

In Defense of the Triplet Loss for Person Re-Identification

Alexander Hermans, Lucas Beyer, Bastian Leibe · arXiv (Cornell University) · 2017 · 2.9K citations · Full text

, , +16

Distance Metric Learning for Large Margin Nearest Neighbor Classification

Kilian Q. Weinberger, John Blitzer, Lawrence K. Saul · 2005 · 1.7K citations

, , +16

Additive Margin Softmax for Face Verification

IEEE Signal Processing Letters · 2018 · 1.1K citations · Full text

, , +16

Learning Deep Structure-Preserving Image-Text Embeddings

Liwei Wang, Yin Li, Svetlana Lazebnik · 2016 · 808 citations

, , +16

1–5 of 122

Authors

386

  1. JL
    Jiwen Lu

    Tsinghua University, China

    6 publications · 515 citations

    6

    h-index

  2. JH
    Junlin Hu

    Nanyang Technological University, Singapore

    4 publications · 425 citations

    4

    h-index

  3. KQ
    Kilian Q. Weinberger

    Cornell University, United States

    4 publications · 6.5K citations

    4

    h-index

  4. LW
    Liwei Wang

    Peking University, China

    3 publications · 880 citations

    3

    h-index

  5. YS
    Yoram Singer

    Hebrew University of Jerusalem, Israel

    3 publications · 677 citations

    3

    h-index

1–5 of 386

Institutions

162

  1. Nanyang Technological University

    Singapore, Singapore

    9 h-index

    23 publications

    1.3K citations

  2. Chinese Academy of Sciences

    Beijing, China

    7 h-index

    14 publications

    702 citations

  3. Tsinghua University

    Beijing, China

    5 h-index

    13 publications

    844 citations

  4. University of Technology Sydney

    Sydney, Australia

    5 h-index

    10 publications

    567 citations

  5. Georgia Institute of Technology

    Atlanta, United States

    5 h-index

    7 publications

    2K citations

  6. Polytechnique Montréal

    Montreal, Canada

    3 h-index

    3 publications

    98 citations

  7. Northwestern Polytechnical University

    Xi'an, China

    3 h-index

    10 publications

    345 citations

  8. Xi'an Jiaotong University

    Xi'an, China

    3 h-index

    11 publications

    598 citations

1–8 of 162

Venues

  1. arXiv (Cornell University)

    Repository · 12 publications · 3.3K citations

    11

    h-index

  2. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 8 publications · 335 citations

    8

    h-index

  3. 5

    h-index

  4. IEEE Transactions on Image Processing

    4 publications · 195 citations

    4

    h-index

  5. IEEE Transactions on Cybernetics

    3 publications · 105 citations

    3

    h-index

1–5